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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
<title>Breaking into ChatGPT - AI for Product Practitioners - (Tech West Midlands AI Adoption Accelerator Programme - v4.3 - 01/07/2024)</title>
<link rel="stylesheet" href="dist/reset.css">
<link rel="stylesheet" href="dist/reveal.css">
<link rel="stylesheet" href="dist/theme/black.css">
<link rel="stylesheet" href="custom.css">
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</head>
<body>
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-RZP8CG4KLJ"></script>
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window.dataLayer = window.dataLayer || [];
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gtag('js', new Date());
gtag('config', 'G-RZP8CG4KLJ');
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<div class="reveal">
<div class="slides">
<section data-state="intro" data-background-image="assets/adamhall.jpg">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">AI Fundamentals 🤖</h1>
</section>
<section data-auto-animate>
<h2 class="standout">Adam Hall</h2>
<p class="fragment fade-up" data-fragment-index="1">AI Specialist</p>
<p class="fragment fade-up" data-fragment-index="2"><img src="assets/clients.png" width="40%" /></p>
</section>
<section data-auto-animate>
<p><img src="assets/AND_logo.webp"></p>
<p class="fragment fade-up">Closing the world's digital skills gap</p>
</section>
<section data-background="black">
<img src="assets/ai-not-replace.jpg" />
</section>
</section>
<section data-background-image="assets/robot-future2.png">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">The growth of AI</h1>
</section>
<section data-auto-animate>
<p>Since the talk's conception</p>
<p>the AI startup sector has risen 4.5x</p>
</section>
<section data-auto-animate>
<p>the AI startup sector has risen 4.5x</p>
<p>from 14,700 to 67,200 companies</p>
</section>
<section data-auto-animate>
<p>the AI startup sector has risen 4.5x</p>
<p>from 14,700 to 67,200 companies</p>
<sub>Source: <a href="https://tracxn.com/d/sectors/artificial-intelligence/__cbMnXfS2GfFo4Vi2dxZyUy7l4O8WyzVYLseb9keW5cI/companies">Tracxn Technologies</a></sub>
</section>
<section data-auto-animate>
<p>the AI startup sector has risen 5x</p>
<iframe id="myIframe" src="https://mad.firstmark.com/" width="1024" height="550"></iframe>
</section>
<section data-auto-animate>
<p>the AI startup sector has risen 5x</p>
<p>first run in March 2023</p>
</section>
<section data-auto-animate>
<p>Example...</p>
<p class="fragment">Character AI announces a feature to call an AI</p>
<aside class="notes">
<p> They get 250M+ visits/mo and ~20M monthly users, largely in the US.
Most impressively, they see ~2B queries a day, 20% of Google Search!!
Character.AI serves around 20,000 queries per second – about 20% of the request volume served by Google Search, according to public sources.
Kids on the platform spend an average of 2 HOURS a day chatting with its bots.
</p>
</aside>
</section>
<style>
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<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text" class="growthText">
Theseus
<br />
40 FLOP
</p>
<aside class="notes">
A robotic mouse navigates a maze in 1950
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text" class="tinyText">
Theseus
<br />
40
</p>
<h3 data-auto-animate-id="circle2" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text2" class="growthText">
Perceptron Mark I
<br />
695 thousand
</p>
<aside class="notes">
First neural network in 1957. Could distinguish cards positions based on visual input
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text2" class="tinyText">
Perceptron Mark I
<br />
695 thousand
</p>
<h3 data-auto-animate-id="circle3" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text3" class="growthText">
Neocognitron
<br />
22 million
</p>
<aside class="notes">
1980 recognise handwritten Japanese characters
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text2" class="tinyText">
Neocognitron
<br />
22 million
</p>
<h3 data-auto-animate-id="circle4" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text3" class="growthText">
TD-Gammon
<br />
18 trillion
</p>
<aside class="notes">
1992 Plays Backgammon almost as good as a human
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny4Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle4" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text4" class="tinyText">
TD-Gammon
<br />
18 trillion
</p>
<h3 data-auto-animate-id="circle5" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text5" class="growthText">
AlexNet
<br />
470 Quadrillion
<br />
(470 petaFLOP)
</p>
<aside class="notes">
2012 Recognises objects in images.
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny5Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny4Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle4" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle5" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text5" class="tinyText">
AlexNet
<br />
470 Quadrillion
<br />
(470 petaFLOP)
</p>
<h3 data-auto-animate-id="circle6" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text6" class="growthText">
AlphaGo
<br />
1.9 million
</p>
<aside class="notes">
2016 AI beats 18-time go champion
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" class="growthCircle tiny6Circle"></h3>
<h3 data-auto-animate-id="circle2" class="growthCircle tiny5Circle"></h3>
<h3 data-auto-animate-id="circle3" class="growthCircle tiny4Circle"></h3>
<h3 data-auto-animate-id="circle4" class="growthCircle tiny3Circle"></h3>
<h3 data-auto-animate-id="circle5" class="growthCircle tiny2Circle"></h3>
<h3 data-auto-animate-id="circle6" class="growthCircle tiny1Circle"></h3>
<p data-auto-animate-id="text6" class="tinyText">
AlphaGo
<br />
1.9 million
</p>
<h3 data-auto-animate-id="circle7" class="growthCircle focusCircle"></h3>
<p data-auto-animate-id="text7" class="growthText">
GPT-3
<br />
314 million
</p>
<aside class="notes">
2020 GPT-3 from OpenAI
</aside>
</section>
<section data-auto-animate>
<img src="assets/justin.avif" width="50%" />
<p class="fragment">Change is faster than ever</p>
<p class="fragment">but will never again be this slow</p>
<aside class="notes">
<p>Justin Trudau at Davos in 2018</p>
</aside>
</section>
<section data-auto-animate data-background="black">
<p>Don't let technology race away</h4>
</section>
</section>
<section data-background-image="assets/robot-wannabe.png">
<section data-state="focus-bg">
<img class="white-border" src="assets/OpenAI_Logo.png" />
<i>11th June, 2020</i>
<aside class="notes">
On June 11, 2020, an AI research and deployment company OpenAI – founded by Elon Musk, Sam Altman, and others – announced its revolutionary language model, GPT-3. The news quickly created buzz in tech circles with demo videos of early GPT-3 prototypes going viral on Twitter, Reddit, and Hacker News.
</aside>
</section>
<section data-auto-animate>
<img src="assets/openai.png" />
<img src="assets/Bloomberg-News.jpg" width="250" height="100" style="float: right;" />
</section>
<section data-auto-animate >
<p>I think therefor...</p>
</section>
<section data-auto-animate >
<p>I think therefor...</p>
<p>I am</p>
</section>
<section>
<iframe width="560" height="315" data-src="https://www.youtube.com/embed/Zm9B-DvwOgw" title="YouTube video player"
frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
</section>
<section data-background="black">
CAN. NOT. WAIT.
</section>
<section data-auto-animate>
<img src="assets/chat-gpt-adoption1.png">
</section>
<section data-auto-animate>
<img src="assets/chat-gpt-adoption1.png">
<img src="assets/chat-gpt-adoption2.png">
</section>
<section data-auto-animate>
<img src="assets/chat-gpt-adoption1.png">
<img src="assets/chat-gpt-adoption2.png">
<img src="assets/chat-gpt-adoption3.png">
</section>
<section data-auto-animate>
<img src="assets/chat-gpt-adoption1.png">
<img src="assets/chat-gpt-adoption3.png">
<img src="assets/chat-gpt-adoption4.png">
</section>
<section data-auto-animate>
<img src="assets/chat-gpt-adoption1.png">
<img src="assets/chat-gpt-adoption4.png">
<img src="assets/chat-gpt-adoption5.png">
</section>
<section data-auto-animate data-background="black">
<img src="assets/chat-gpt-adoption1.png">
<img src="assets/chat-gpt-adoption5.png">
<img src="assets/chat-gpt-adoption6.png">
</section>
<section>
<gpt-input data-show-input="true">
<div slot="context" style="font-size: 1.6rem; text-align: left;">
<p>
You are an expert professor. I am your student and I want to understand a subject. Please teach me as if I was 10 years old. The subject is...
</p>
</div>
</gpt-input>
</section>
<section>
<gpt-input data-show-input="true">
<div slot="context" style="font-size: 1.6rem; text-align: left;">
<p>
You are an expert business advisor. I have a project that I've secured funding for, but I'm concerned I have tunnel vision. Give me the arguments against ...
</p>
</div>
</gpt-input>
</section>
</section>
<section data-background-image="assets/robot-baby.png">
<section data-state="focus-bg">
<h1 class="standout">Right Tool, Right Job</h1>
</section>
<section data-auto-animate><p>Consider Bard</p></section>
<section data-auto-animate><p>Consider Bard</p>
<img src="assets/bard-map.png" width="70%" />
</section>
<section data-auto-animate><p>Consider Bard</p>
<img src="assets/bard-email.png" />
</section>
<section data-auto-animate>
<p><a href="https://theresanaiforthat.com/user-interfaces/?sort=most-saved">There's an AI for that</a></p>
</section>
<section data-auto-animate>
<p><a href="https://theresanaiforthat.com/user-interfaces/?sort=most-saved">There's an AI for that</a></p>
<img src="assets/AI-for-that.png">
</section>
<section data-auto-animate>
<p>Assess your tools regularly</p>
<ul class="nostyle">
<li class="fragment fade-in-then-semi-out" data-fragment-index="2">Legal</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="3">Ethics</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="1">Price</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="4">Impact</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="5">Interoperability</li>
<li class="fragment fade-in-then-semi-out" data-fragment-index="6">Documentation</li>
</ul>
</section>
<section data-background="black">
<p>Focus on the filters first</p>
</section>
</section>
<section data-background-image="assets/robot-binoculars.png">
<section data-state="focus-bg">
<h2 class="standout">Productivity Experiment</h2>
</section>
<section data-auto-animate>
<h1>Context</h1>
<ul class="nostyle">
<li class="fragment fade-in-then-semi-out">Short time period</li>
<li class="fragment fade-in-then-semi-out">2 separate teams</li>
<li class="fragment fade-in-then-semi-out">Migrate to a new codebase</li>
</ul>
</section>
<section data-auto-animate>
<h3 data-auto-animate-id="traditional-bar" style="position: absolute;
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<p data-auto-animate-id="traditional-text" style="position:relative;margin-left:-660px;">Traditional</p>
<h3 data-auto-animate-id="genai-bar" style="position: absolute;
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<p data-auto-animate-id="genai-text" style="position:relative;margin-left:-748px; margin-top: 42px;">Gen AI</p>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="traditional-bar" style="position: absolute;
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<p data-auto-animate-id="traditional-text" style="position:relative;margin-left:-660px;">Traditional</p>
<h3 data-auto-animate-id="genai-bar" style="position: absolute;
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<p data-auto-animate-id="genai-text" style="position:relative;margin-left:-748px; margin-top: 42px;">Gen AI</p>
<p data-auto-animate-id="genai-text-label" style="position:relative;margin-top:-78px; margin-left:748px;">15%</p>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="traditional-bar" style="position: absolute;
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<h1 data-auto-animate-id="traditional-text" style="position:relative;margin-left:-660px;">Tips</h1>
<h3 data-auto-animate-id="genai-bar" style="position: absolute; height: 500px;
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<div style="position:relative; top:200px;">
<p class="fragment fade-in-then-semi-out">Learn the tools</p>
<p class="fragment fade-in-then-semi-out">Work in small teams</p>
<p class="fragment fade-in-then-semi-out">Communicate</p>
</div>
</section>
<section data-auto-animate data-background="black">
<p class="standout">Learn to use the tools by using the tools</p>
</section>
</section>
<section data-background-image="assets/robot-art2.webp">
<section data-state="focus-bg">
<h1 class="standout">Art</h1>
</section>
<section>
<gpt-input data-show-input="true" data-show-image="true">
<span slot="context" style="font-size: 1.6rem">A beautiful Arne Jacobsen Red Wingback Chair. Inside is</span>
</gpt-input>
</section>
<section data-auto-animate>
<img src="assets/art-example.jpg" style="width: 50%; height: 50%" />
<p class="fragment">2 likes</p>
</section>
<section data-auto-animate>
<img src="assets/art-example2.jpg" style="width: 50%; height: 50%" />
<p class="fragment">11 likes</p>
</section>
<section data-auto-animate>
<img src="assets/example-wes1.jpeg" width="80%" height="80%" />
<p class="fragment">417,865 likes</p>
</section>
<section>
<img src="assets/press.png" />
</section>
<section data-state="blur-bg">
<img src="assets/avengers-combined.png" />
<aside class="notes">
It was very pleasant having 5 minutes of fame but it came with some unexpected consequences
</aside>
</section>
<section data-auto-animate>
<img src="assets/anti-ai-art.jpg" width="60%" height="60%" />
<p class="fragment">25 DECEMBER 2022</p>
<aside class="notes">
Turns out people really didn't like AI art - and I started receiving abuse.
</aside>
</section>
</section>
<section data-background-image="assets/robot-gp.png">
<section data-state="focus-bg">
<h1 class="standout">Empathy</h1>
<aside class="notes">
When it comes to Empathy at least that's a quality we humans will always have over AI, right?
</aside>
</section>
<section data-chart="four" data-auto-animate>
<p>Who is more empathetic, humans or AI?</p>
<canvas></canvas>
</section>
<section data-auto-animate>
<img src="assets/health-empathy.png">
<p>ChatGPT has better bedside manner than Physicians*</p>
</section>
<section data-auto-animate data-transition="slide">
<img src="assets/health-empathy.png">
<p>ChatGPT has better bedside manner than Physicians*</p>
<sub>*according to health-care professionals</sub>
</section>
<section data-transition="slide-in">
<img src="assets/health-quality.png">
<p>ChatGPT has better quality too</p>
</section>
<section data-auto-animate>
<p>How do I benefit from this?</p>
</section>
<section data-auto-animate>
<p>How do I benefit from this?</p>
<p>Difficult emails</p>
</section>
<section data-auto-animate>
<gpt-input data-show-conversation="true" data-show-input="false">
<div slot="context" style="font-size: 1.6rem; text-align: left;">
<p>
I'd like you to rewrite this email. It's for a complaint I have about the way I've been treated.
</p>
</div>
<div slot="conversation" style="font-size: 0.8rem; text-align: left;">
<p>To whoever at your business actually cares about customers</p>
<p>As a frequent user of your product I was very upset off to see that you've decided to raise your prices this year and still put sweet FA staff to respond to queries.</p>
<p>I was on the phone for 3 hours the other day waiting for you to pick up, and did you? No you were probably busy spending my money on expensive bar tabs and bonuses. I should charge you for your incompetence.</p>
<p>Anyway, I'm writing to tell you I'm giving my notice as a customer and I demand a SIP ref so I can change to a decent supplier</p>
<p>Good riddance </p>
</div>
</gpt-input>
</section>
<section data-background="black">
Use AI to make you more human
</section>
</section>
<section data-background-image="assets/robot-sad.png">
<section data-state="focus-bg">
<h1 class="standout">Misinformation</h1>
</section>
<section data-auto-animate>
<img src="assets/misinformation1.png">
</section>
<section data-auto-animate>
<img src="assets/misinformation1.png">
<img src="assets/misinformation2.png">
</section>
<section data-auto-animate>
<img src="assets/misinformation2.png">
<img src="assets/misinformation3.png">
</section>
<section data-auto-animate>
<img src="assets/misinformation3.png">
<img src="assets/misinformation4.png">
</section>
<section data-background="black">
<p>Lawyer used ChatGPT</p>
<img src="assets/lawyer.png" width="50%" height="50%" />
<aside class="notes">
In June of this year, 2 New York lawyers were fined after unwittingly submitting a legal brief containing fake case citations hallucinated by ChatGPT.
</aside>
<p>Source: <a href="https://www.bbc.co.uk/news/world-us-canada-65735769">US lawyer admits using AI for case research</a></p>
</section>
<section data-background="black">
It's not a search engine
</section>
</section>
<section data-state="politics" data-background-image="assets/robot-tweed.png">
<section>
<p><img src="assets/politics.png"></p>
<aside class="notes">
<p>All these language models have their own political bias.</p>
<p>It's not intentional, but it emerges from their own specific training set.</p>
<p>We need to be aware of them and ensure that we don't perpetuate them.</p>
</aside>
</section>
<section data-auto-animate>
<p>Don't assume neutrality</p>
</section>
<section>
<gpt-input data-show-input="true" data-process-voice="joker">
<div slot="context" style="text-align: left; font-size: 1.4rem">I want you to respond as if you are the joker. In just one short paragraph. Add in the noise of onomatopoeic laughter where relevant. Be as twisted and demented as possible tell me...</div>
</gpt-input>
</section>
<section data-auto-animate>
<p>Consider how you identify your friends</p>
</section>
<section data-auto-animate>
<p>And the humans?</p>
<ul class="nostyle">
<li class="fragment fade-in-then-semi-out">Automation bias</li>
<li class="fragment fade-in-then-semi-out">Sunk cost fallacy</li>
<li class="fragment fade-in-then-semi-out">Anchoring bias</li>
<li class="fragment fade-in-then-semi-out">Availability Heuristic</li>
<li class="fragment fade-in-then-semi-out">In-Group Bias</li>
</ul>
<aside class="notes">
<p>Humans are very susceptible to bias too. For example </p>
<p>Automation bias: Humans can have a tendency to trust automated outputs over other facts.</p>
<p>Sunk cost fallacy: We find it difficult to abandon a project once we've invested time and money into it. Interestingly even just a 4 word prompt that produces huge output humans find difficult to throw away..</p>
<p>Anchoring bias: We grow accustomed to the first output of a prompt we agree with, even if it contains hallucinations.</p>
<p>Availability Heuristic: Overestimating the likelihood of events that are easily recalled or readily available in memory. Example: A social media user assuming a particular viewpoint is widespread based on AI-curated content in their feed, ignoring the existence of diverse opinions.</p>
<p>In-Group Bias: Favoring individuals or information associated with one's own social group. - Example: Trusting AI implicitly because you are a white cis grown man who has a decent job, and generally approves of technological advances just like the people who made it</p>
</aside>
</section>
<section data-auto-animate data-background="black">
<p>Know your biases</p>
</section>
</section>
<section data-state="jobs" data-background-image="assets/robot-worry.png">
<section data-state="focus-bg">
<h1 class="standout">Jobs</h1>
</section>
<section data-state="blur-bg">
Are jobs safe in the new world?
<aside class="notes">
Truck drivers up
Accountants up
Data scientists up
</aside>
</section>
<section data-auto-animate>
<img src="assets/jobs-research.png" />
</section>
<section data-auto-animate>
<img src="assets/jobs-research.png" />
<p>up to 49% of workers could have half or more of their tasks exposed to LLMs.</p>
</section>
<section data-auto-animate>
<img src="assets/jobs-research.png" />
<p>Better paying work has a higher chance of being automated by LLMs.</p>
</section>
<section data-auto-animate>
<img src="assets/jobs-research.png" />
<p>University educated workers have a higher chance of being automated by LLMs.</p>
</section>
<section data-auto-animate>
<img src="assets/jobs-freelancing.png" width="75%" height="75%" />
<p>We are seeing Freelancing jobs take a double hit</p>
</section>
<section data-auto-animate>
<img src="assets/jobs-boost.png" width="75%" height="75%" />
<p>Leveling the playing field</p>
</section>
<section data-auto-animate>
<p>The more multi-faceted the role
<br />
the less risk of complete automation</p>
<p><a href="https://www.ft.com/content/b2928076-5c52-43e9-8872-08fda2aa2fcfjobs">John Burn-Murdoch - FT</a></p>
</section>
<section data-auto-animate>
<h4>The new Digital Jobs</h4>
<ul class="nostyle">
<li class="fragment">Prompt Engineer</li>
<li class="fragment">AI Ethicist</li>
<li class="fragment">Data Steward</li>
<li class="fragment">Cybersecuirty</li>
<li class="fragment">AI Law</li>
</ul>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" style="position: absolute;
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width: 300px;
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<p data-auto-animate-id="text" style="position:relative; top:80px;">
2,000,000
<br />
now
</p>
<aside class="notes">
CUMULATIVE UK VACANCIES THAT REQUIRE DIGITAL TECH SKILLS. From our own research in the UK Digital Skills Gap whitepaper from AND Digital.
</aside>
</section>
<section data-auto-animate >
<h3 data-auto-animate-id="circle" style="position: absolute; height: 400px;
width: 400px;
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<p data-auto-animate-id="text" style="position:relative; top:130px;">
5,000,000
<br />
3 years
</p>
<p class="fragment" style="position:relative; top:300px;">Source: <a href="https://landing.and.digital/uk_digital_skills_gap">The Nature of the Digital Skills Gap</a></p>
</section>
<section data-auto-animate>
<div class="pie animate">58%<br />have never received
<br />digital upskilling
<br />from their employer</div>
</section>
<section data-auto-animate data-background="black">
<p>Learn the tools</p>
</section>
</section>
<section data-state="conclusion" data-background-image="assets/robot-future.png">
<section data-state="focus-bg">
<h1 class="standout">Conclusion</h1>
</section>
<section data-auto-animate data-state="blur-bg">
<h2>What is it good for?</h2>
<ul>
<li class="fragment fade-in-then-semi-out">Productivity</li>
<li class="fragment fade-in-then-semi-out">Learning new things</li>
<li class="fragment fade-in-then-semi-out">Minimum Viable Experiments</li>
<li class="fragment fade-in-then-semi-out">Exploring ideas</li>
<li class="fragment fade-in-then-semi-out">Improving the way you communicate</li>
<li class="fragment fade-in-then-semi-out">Becoming data driven</li>
</ul>
</section>
<section data-auto-animate data-state="blur-bg">
<h2>What is it bad at?</h2>
<ul>
<li class="fragment fade-in-then-semi-out">Single source of Truth</li>
<li class="fragment fade-in-then-semi-out">Reliability</li>
<li class="fragment fade-in-then-semi-out">Complexity & Nuance</li>
<li class="fragment fade-in-then-semi-out">Amplification of bias</li>
<li class="fragment fade-in-then-semi-out">Unique thought</li>
<li class="fragment fade-in-then-semi-out">Specialist domain knowledge</li>
</ul>
</section>
<section data-auto-animate data-state="blur-bg">
<div style=" float: left; width: 30%; height: 30%">
<img src="assets/ginni.jpg" />
<p class="fragment">Ginni Rometty</p>
</div>
<p class="fragment">
Some people call this artificial intelligence, but the reality is this technology will enhance us. So instead of artificial intelligence, I think we'll augment our intelligence.
</p>
</section>
<section data-state="blur-bg">
<img src="assets/ai-not-replace.jpg" />
<p>by mitch0zᵍᵐ</p>
</section>
<section data-auto-animate data-background="black">
<h1>Any questions?</h1>
</section>
<section data-state="blur-bg">
<h2>One more thing</h2>
<iframe data-src="https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:6935628727208837120" height="656" width="504" frameborder="0" allowfullscreen="" title="Embedded post"></iframe>
</section>
</section>
<section data-state="links" data-background-image="assets/robot-admin.png">
<section data-auto-animate data-state="focus-bg">
<h1 class="standout">Links</h1>
</section>
<section data-auto-animate data-state="blur-bg">
<p><a href="https://ai.com">ChatGPT</a></p>
<p><a href="https://arxiv.org/abs/2303.10130">An Early Look at the Labor Market Impact</a></p>
<p>Me on <a href="https://linkedin.com/in/thedigiguru">LinkedIn</a></p>
</section>
</section>
</div>
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